GPU memory math for full-parameter fine-tuning: sizing VRAM before you rent

A practical guide for accurately calculating the VRAM requirements for full-parameter model fine-tuning, explaining why standard inference-based rules of thumb are insufficient and offering equations to help users properly size their compute resources.